Improved KNN algorithm applied term feature combination technology for Chinese textual classification

Dongbei Daxue Xuebao/Journal of Northeastern University

Volumn 24, Issue 3, 2003, Pages 229-232

  Zhang, Xiao Hui ^a   Li, Ying ^a   Wang, Hua Yong ^a   Zhao, Hong ^a  

^a NORTHEASTERN UNIVERSITY   (China)

Author keywords

Chinese text categorization; Contribution pattern on classification; Feature combination; KNN algorithm

Indexed keywords

ALGORITHMS; CLASSIFICATION (OF INFORMATION); FEATURE EXTRACTION; PATTERN RECOGNITION; WORD PROCESSING;

CHINESE TEXT CATEGORIZATION; FEATURE COMBINATION; KNN ALGORITHM;

TEXT PROCESSING;

EID: 0038052662     PISSN: 10053026     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (10)

1. Yang Y, Lin X. A re-examination of text categorization methods[A]. Proceedings, 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'99)[C]. Berkeley: ACM Press, 1999. 42-49.
2. Han E H, George K, Vipin K. Text categorization using weight adjusted k-nearest neighbor classification[R]. Technical Report#00-046, University of Minnesota, 2000.
3. Sun L H, Zhang J D, Li J M. An improved KNN system and its application to text classification[J]. Applied Science and Technology, 2002, 29(2):25-27.
4. Li X L, Liu J M. Shi Z Z. The concept-reasoning network and its application in text classification[J]. Journal of Computer Research and Development, 2000, 37(9): 1032-1038.
5. Diao Q, Zhang H H, Wang Y C, et al. Knowledge base constructing and apery algorithm in Chinese automatic categorizing[J]. Journal of The China Society For Scientific and Technical Information, 2000, 19(3): 248-253.
6. Joachims T. Advances in kernel methods-support vector learning[M]. Cambridge MA: MIT Press, 1998. 169-184.
7. Joachims T. Optimizing search engines using click through data[A]. The Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD2002)[C]. Edmonton: ACM Press, 2002. 102-110.
8. He J, Tan A H, Tan C L. A comparative study on Chinese text categorization methods[A]. Proceedings of the International Workshop on Text and Web Mining[C]. Singapore: Melbourne, 2000. 24-35.
9. Yang Y, Pedersen J P. A comparative study on feature selection in text categorization[A], Proceedings of the Fourteenth International Conference on Machine Learning (ICML'97)[C]. San Francisco: Morgan Kaufmann Publishers, 1997. 412-420.
10. Slaton G. Automatic text processing: the transformation, analysis, and retrieval of information by computer[M]. MA: Addison-Wesley Publishing Co, 1989. 202-220.